Mikroe Click Board Machine Learning
July 3, 2021 by Matt Jackson, Product Support Specialist @ Fathym
Once you have your Mikroe Click board data flowing to the cloud, it's time to develop some fast and efficient algorithms and Machine Learning models for real-time processing of the data. Azure Machine Learning empowers us with a wide range of productive experiences for building, training, and deploying machine learning models faster. IoT Ensemble provides out of the box APIs that allow you to easily load your Mikroe data into Azure Machine Learning. But first things first, let's get our Mikroe Click boards connected to Microsoft Azure.
Mikroe Click boards have a great guide located here that shows how to connect your Mikroe Click board devices to an Azure IoT Hub running the devBoard_Azure_IoT_build package. It's a great source and very informative. However, instead of going through all of the tedious steps outlined in the tutorial of setting up an Azure resource group, the IoT Hub, IoT Hub Device Provisioning Service, storage containers, the storage endpoints, and everything else, I prefer to use Fathym's IoT Ensemble. With one click I can register my Mikroe Click board device and immediately get access to the data for downstream use in alerts, dashboards, visualizations, and machine learning. After I enroll my device in IoT Ensemble, it displays the IoT Hub connectionstring. I take the connectionstring into your config to use as my Azure Key and I'm ready to rock. Here's a screenshot of my device connected with the Mikroe Thermo 5 Click board temp sensor.
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Please note the above referenced documentation utilizes the X.509 certificate to authenticate a device. IoT Ensemble uses the Symmetric Key authentication. The device config will need to be modified to communicate using a connectionstring instead of the certificate. You can learn more about access to the IoT Hub using Shared Access Keys and security tokens here
The Mikroe data is immediately flowing to IoT Ensemble and I can view the data on screen. Reminder that behind the scenes in IoT Ensemble the Mikroe data is stored in Microsoft Azure in blob storage, as well as in CosmosDB.
How to access data in Microsoft Azure
Behind the scenes in IoT Ensemble the Mikroe data is stored in Microsoft Azure in blob storage, as well as in CosmosDB. Read this to learn more about accessing your data.
Fathym's IoT Ensemble is providing an easy-to-use UI for interacting with the data instead of using the Azure portal - and it saves me a ton of time and money.
Mikroe Click board Azure Machine Learning
IoT Ensemble provides out of the box APIs that allow you to easily load your Mikroe data into Azure Machine Learning. This IoT Ensemble doc explains how to use IoT Ensemble's cold query to configure an Azure ML Dataset and an associated Automated ML Task to run your model. Here's a couple of screenshots.
Sign up for IoT Ensemble and save your company thousands of dollars in Azure setup and management costs. Enroll your first Mikroe Click board with IoT Ensemble for free. No credit card required. No Azure account required. It really is that simple.
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Enroll your first Mikroe Click board with IoT Ensemble for free. No credit card required. No Azure account required.